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Full Stack ML Engineers
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Ref No.: |
24-00570 |
Location: |
Iselin, New Jersey
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Position Type: | Contract |
Job Title: Full Stack Client Engineers
Location: Charlotte, NC or Malvern, PA
Responsibilities:
- Integrate AI/Client models with multiple data sources: Ensure seamless data flow in and out of models.
- Fine-tune existing models: Optimize performance and adapt models to evolving requirements.
- Build and maintain data pipelines: Design and implement ETL processes to support model integration.
- Monitor and manage Client models in production: Implement MLOps practices for model monitoring, tracking, and maintenance.
- Collaborate with cross-functional teams: Work closely with data scientists, data engineers, and other stakeholders to deliver robust Client solutions.
- Drive architecture and engineering best practices: Lead efforts to establish and enforce best practices in building the integration framework.
Technical Skills:
- Proficiency in Python and SQL databases: Essential for data manipulation and integration tasks.
- Experience with AWS cloud services: Including but not limited to:
- SageMaker
- Lambda
- Glue
- S3
- IAM
- CodeCommit
- CodePipeline
- Bedrock
- Experience with data pipeline and workflow management tools: Such as Apache Airflow or AWS Step Functions.
- Understanding of ETL techniques, data modeling, and data warehousing concepts: To build efficient data pipelines.
- Familiarity with AI/Client platforms and tools: Including TensorFlow, PyTorch, MLflow, and others.
- Knowledge of MLOps practices: Including model monitoring, data drift detection, and pipeline automation.
- Experience with Docker and AWS ECR: For containerization of Client applications.
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